WikiArt
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Image Classification | WikiArt | Top-1 Accuracy79.48 | 34 | |
| Link Prediction | WikiArt MKG v2 | MRR0.578 | 18 | |
| Concept Extraction Consistency | WikiArt | MPPC91.8 | 14 | |
| Image Watermarking | WikiArt | Cheng20 Distance0 | 13 | |
| Artistic transfer | WikiArt | FID (Style)18.105 | 11 | |
| Artistic Image Retrieval | WikiArt (test) | mAP@10.636 | 9 | |
| Generative Modeling | WikiArt | FID195.3 | 9 | |
| Image Generation | WikiArt Claude Monet 1.0 (test) | CMMD30.5 | 8 | |
| Image Attribution | WikiArt | Attribution Accuracy91.67 | 8 | |
| Artistic Style Transfer | WikiArt Peploe | FID157.19 | 8 | |
| Artistic Style Transfer | WikiArt Gauguin | FID143.07 | 8 | |
| Artistic Style Transfer | WikiArt Cezanne | FID129.02 | 8 | |
| Artistic Style Transfer | WikiArt Ukiyoe | FID91.73 | 8 | |
| Artistic Style Transfer | WikiArt Van Gogh | FID93.8 | 8 | |
| Text-to-Image Generation | WikiArt | CLIP-T0.2581 | 7 | |
| Genre classification | WikiArt (test) | Precision83.2 | 7 | |
| Style classification | WikiArt (test) | Precision74.3 | 7 | |
| Classification | WikiArt Image + Tabular | Accuracy89.04 | 6 | |
| Style Mimicking | WikiArt 100 images per artist Intersection of 27 historical and 13 digital genres | CLIP Acc90.8 | 6 | |
| Image Classification | Wikiart (eval) | Accuracy77.15 | 6 | |
| Synthetic-output protection | WikiArt Textual Inversion route (synthetic-output) | CSD0.439 | 5 | |
| Synthetic-output protection | WikiArt DreamBooth route (synthetic-output) | CSD0.46 | 5 | |
| Image Classification | WikiArt (test) | Accuracy0.7298 | 5 | |
| Visual Emotion Analysis | WikiArt Emotions | Accuracy10.5 | 3 | |
| Style Similarity | WikiArt | MAP@159.3 | 3 |
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